{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8f189bb5-960e-4e12-9c77-3b0f938513d5",
   "metadata": {},
   "source": [
    "# Data Analysis\n",
    "5/16/2022  \n",
    "Lei G Renmin Univ. of China"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6170d4d1-5ff7-48c6-8fa0-f1c668f0d0c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# install required packages for the project\n",
    "#%pip install missingno\n",
    "#%pip install pandas-profiling[notebook]\n",
    "#%pip install typing-extensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b09e4190-a5aa-48b1-b313-4bfea38c6227",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt             #visualisation\n",
    "import seaborn as sns                       #visualisation\n",
    "import missingno as msno\n",
    "import datetime\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "41696732-b392-44c7-bf89-77ab71494080",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('car_prices.csv',on_bad_lines='skip')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1a089a41-fe7c-49f6-9cdc-a13f7be1fbe6",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>make</th>\n",
       "      <th>model</th>\n",
       "      <th>trim</th>\n",
       "      <th>body</th>\n",
       "      <th>transmission</th>\n",
       "      <th>vin</th>\n",
       "      <th>state</th>\n",
       "      <th>condition</th>\n",
       "      <th>odometer</th>\n",
       "      <th>color</th>\n",
       "      <th>interior</th>\n",
       "      <th>seller</th>\n",
       "      <th>mmr</th>\n",
       "      <th>sellingprice</th>\n",
       "      <th>saledate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015</td>\n",
       "      <td>Kia</td>\n",
       "      <td>Sorento</td>\n",
       "      <td>LX</td>\n",
       "      <td>SUV</td>\n",
       "      <td>automatic</td>\n",
       "      <td>5xyktca69fg566472</td>\n",
       "      <td>ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>16639.0</td>\n",
       "      <td>white</td>\n",
       "      <td>black</td>\n",
       "      <td>kia motors america, inc</td>\n",
       "      <td>20500</td>\n",
       "      <td>21500</td>\n",
       "      <td>Tue Dec 16 2014 12:30:00 GMT-0800 (PST)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year make    model trim body transmission                vin state  \\\n",
       "0  2015  Kia  Sorento   LX  SUV    automatic  5xyktca69fg566472    ca   \n",
       "\n",
       "   condition  odometer  color interior                   seller    mmr  \\\n",
       "0        5.0   16639.0  white    black  kia motors america, inc  20500   \n",
       "\n",
       "   sellingprice                                 saledate  \n",
       "0         21500  Tue Dec 16 2014 12:30:00 GMT-0800 (PST)  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b866f57-7bc1-4d3e-a875-582c3c35d938",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ray Ge\\AppData\\Local\\Temp\\ipykernel_12616\\1134722465.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
      "  df.corr()\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>condition</th>\n",
       "      <th>odometer</th>\n",
       "      <th>mmr</th>\n",
       "      <th>sellingprice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.551282</td>\n",
       "      <td>-0.772720</td>\n",
       "      <td>0.596623</td>\n",
       "      <td>0.586488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>condition</th>\n",
       "      <td>0.551282</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.538874</td>\n",
       "      <td>0.485050</td>\n",
       "      <td>0.538788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>odometer</th>\n",
       "      <td>-0.772720</td>\n",
       "      <td>-0.538874</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.588107</td>\n",
       "      <td>-0.582405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mmr</th>\n",
       "      <td>0.596623</td>\n",
       "      <td>0.485050</td>\n",
       "      <td>-0.588107</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.983634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sellingprice</th>\n",
       "      <td>0.586488</td>\n",
       "      <td>0.538788</td>\n",
       "      <td>-0.582405</td>\n",
       "      <td>0.983634</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  year  condition  odometer       mmr  sellingprice\n",
       "year          1.000000   0.551282 -0.772720  0.596623      0.586488\n",
       "condition     0.551282   1.000000 -0.538874  0.485050      0.538788\n",
       "odometer     -0.772720  -0.538874  1.000000 -0.588107     -0.582405\n",
       "mmr           0.596623   0.485050 -0.588107  1.000000      0.983634\n",
       "sellingprice  0.586488   0.538788 -0.582405  0.983634      1.000000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "34579b32-fff5-4b50-9e18-73c74ab22061",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year            1.000000\n",
       "make            0.981566\n",
       "model           0.981391\n",
       "trim            0.980940\n",
       "body            0.976387\n",
       "transmission    0.883050\n",
       "vin             1.000000\n",
       "state           1.000000\n",
       "condition       0.978894\n",
       "odometer        0.999832\n",
       "color           0.998660\n",
       "interior        0.998660\n",
       "seller          1.000000\n",
       "mmr             1.000000\n",
       "sellingprice    1.000000\n",
       "saledate        1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.notnull().mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aaef71a8-f3b8-4770-8b6b-d34c13b95eb7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.matrix(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1f45dbab-5702-4749-86cb-a6f85b1ae1d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>condition</th>\n",
       "      <th>odometer</th>\n",
       "      <th>mmr</th>\n",
       "      <th>sellingprice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>558811.000000</td>\n",
       "      <td>547017.000000</td>\n",
       "      <td>558717.000000</td>\n",
       "      <td>558811.000000</td>\n",
       "      <td>558811.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2010.038696</td>\n",
       "      <td>3.424512</td>\n",
       "      <td>68323.195797</td>\n",
       "      <td>13769.324646</td>\n",
       "      <td>13611.262461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.966812</td>\n",
       "      <td>0.949439</td>\n",
       "      <td>53397.752933</td>\n",
       "      <td>9679.874607</td>\n",
       "      <td>9749.656919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1982.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2007.000000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>28374.000000</td>\n",
       "      <td>7100.000000</td>\n",
       "      <td>6900.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>52256.000000</td>\n",
       "      <td>12250.000000</td>\n",
       "      <td>12100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2013.000000</td>\n",
       "      <td>4.200000</td>\n",
       "      <td>99112.000000</td>\n",
       "      <td>18300.000000</td>\n",
       "      <td>18200.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>999999.000000</td>\n",
       "      <td>182000.000000</td>\n",
       "      <td>230000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                year      condition       odometer            mmr  \\\n",
       "count  558811.000000  547017.000000  558717.000000  558811.000000   \n",
       "mean     2010.038696       3.424512   68323.195797   13769.324646   \n",
       "std         3.966812       0.949439   53397.752933    9679.874607   \n",
       "min      1982.000000       1.000000       1.000000      25.000000   \n",
       "25%      2007.000000       2.700000   28374.000000    7100.000000   \n",
       "50%      2012.000000       3.600000   52256.000000   12250.000000   \n",
       "75%      2013.000000       4.200000   99112.000000   18300.000000   \n",
       "max      2015.000000       5.000000  999999.000000  182000.000000   \n",
       "\n",
       "        sellingprice  \n",
       "count  558811.000000  \n",
       "mean    13611.262461  \n",
       "std      9749.656919  \n",
       "min         1.000000  \n",
       "25%      6900.000000  \n",
       "50%     12100.000000  \n",
       "75%     18200.000000  \n",
       "max    230000.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "dd99cfdc-6b45-4a28-b3f8-d7824e38b931",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['saledate_dt']=pd.to_datetime(df['saledate'],infer_datetime_format=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "15def3b3-32e7-4b20-a9af-1a0073d40ad6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2022, 5, 16, 11, 39, 39, 319162)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datetime.datetime.now()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e8ad2362-73a0-42e3-9f14-8d128be61b46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         2014-12-16 12:30:00+08:00\n",
       "1         2014-12-16 12:30:00+08:00\n",
       "2         2015-01-15 04:30:00+08:00\n",
       "3         2015-01-29 04:30:00+08:00\n",
       "4         2014-12-18 12:30:00+08:00\n",
       "                    ...            \n",
       "558806    2015-07-09 07:00:00+07:00\n",
       "558807    2015-07-08 09:30:00+07:00\n",
       "558808    2015-07-08 09:30:00+07:00\n",
       "558809    2015-07-09 06:45:00+07:00\n",
       "558810    2015-05-28 05:30:00+07:00\n",
       "Name: saledate_dt, Length: 558811, dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['saledate_dt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "eb501e95-87ed-4c5c-816f-483a3dd76dae",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'year'}>,\n",
       "        <AxesSubplot:title={'center':'condition'}>],\n",
       "       [<AxesSubplot:title={'center':'odometer'}>,\n",
       "        <AxesSubplot:title={'center':'mmr'}>],\n",
       "       [<AxesSubplot:title={'center':'sellingprice'}>, <AxesSubplot:>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(bins=100,figsize=(10,10),layout=(3,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d8a049e0-9f3c-4c99-bc7f-61e03d0058b6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x2000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Distribution of the \n",
    "top_make=df['make'].value_counts()[:10].index\n",
    "fig,ax=plt.subplots(5,2,figsize=(14,20))\n",
    "color_list=['#0a9396','#ca6702',\n",
    "            '#ae2012','#9b2226','#001219',\n",
    "            '#005f73','#94d2bd','#e9d8a6','#e5e5e5','#e07a5f'] #b\n",
    "i=0\n",
    "for t in top_make:\n",
    "    df.loc[df['make']==t,'sellingprice'].hist(\n",
    "        ax=ax[i%5][i//5],bins=100,color=color_list[i%len(color_list)])\n",
    "    ax[i%5][i//5].set_xlabel('Selling Price',fontsize=10)\n",
    "    ax[i%5][i//5].set_ylabel('Frequency',fontsize=10)\n",
    "    ax[i%5][i//5].set_title(f'Selling price distribution for {t}',fontsize=15)\n",
    "    plt.subplots_adjust(hspace=0.45)\n",
    "    i+=1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a19515d-a195-4a03-93d8-f5a907b64261",
   "metadata": {
    "tags": []
   },
   "source": [
    "### references\n",
    "1. https://www.kaggle.com/code/abhi7847/exploratory-data-analysis-eda-for-beginners\n",
    "2. https://www.kaggle.com/code/gsdeepakkumar/car-auctions-what-influences-the-selling-price\n",
    "3. https://www.geeksforgeeks.org/python-visualize-missing-values-nan-values-using-missingno-library/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5cac84f-3f8c-42bb-83a3-aaa9ed4ee78d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
